The table below looks at the statistics for Data Management skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Management over the 3 months to 24 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Feb 2017
Same period 2016 Same period 2015
Data Management
UK / Scotland
Rank 105 80 83
Rank change year-on-year
-25 +3
Permanent jobs citing Data Management 30 81 77
As % of all permanent IT jobs located in Scotland 1.32% 2.75% 2.41%
As % of the Processes & Methodologies category 1.46% 3.03% 2.72%
Number of salaries quoted 24 55 45
Median salary £65,750 £47,500 £45,000
Median salary % change year-on-year
+38.42% +5.55%
90% offered a salary of more than £35,750 £33,400 £35,400
10% offered a salary of more than £77,500 £58,500 £90,000
UK excluding London median salary £47,500 £45,000 £46,000
% change year-on-year
+5.55% -2.17%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2050 2675 2836
As % of all permanent IT jobs located in Scotland 90.27% 90.68% 88.74%
Number of salaries quoted 1334 1695 1776
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year
- +2.27%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Management
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Management as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Management Jobs Demand Trend in Scotland

Data Management
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Management across the Scotland region.

Data Management Salary Trend in Scotland

Data Management
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Management across the Scotland region over the 3 months to 24 February 2017.

Data Management Salary Histogram in Scotland

Data Management
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Management within the Scotland region over the 3 months to 24 February 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -26 21 £71,500 +50.52% 6
Glasgow -9 7 £40,000 -15.78% 1
Aberdeen - 1 £20,000 -
South Lanarkshire - 1 £28,000 -
Data Management
UK

Data Management
Top 30 Related IT Skills in Scotland

For the 6 months to 24 February 2017, IT jobs citing Data Management also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Data Management.

1 42 (51.85%) Finance
2 34 (41.98%) Data Warehouse
3 28 (34.57%) Data Modelling
3 28 (34.57%) Analytics
4 27 (33.33%) Business Intelligence
5 26 (32.10%) Agile Software Development
6 25 (30.86%) Analytical Skills
7 22 (27.16%) Data Architecture
8 21 (25.93%) Data Integration
9 18 (22.22%) SQL
10 17 (20.99%) Oracle
11 15 (18.52%) SQL Server
11 15 (18.52%) Master Data Management
12 14 (17.28%) Big Data
12 14 (17.28%) Relational Database
13 13 (16.05%) C#
13 13 (16.05%) RDBMS
14 12 (14.81%) Waterfall
14 12 (14.81%) Hadoop
14 12 (14.81%) Ontologies
14 12 (14.81%) IBM
15 11 (13.58%) ETL
15 11 (13.58%) Data Quality
15 11 (13.58%) Metadata Management
16 10 (12.35%) Machine Learning
16 10 (12.35%) Information Architecture
16 10 (12.35%) ERwin
17 9 (11.11%) Stakeholder Management
17 9 (11.11%) Scrum
17 9 (11.11%) Teradata

Data Management
Top Related IT Skills in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 8 (9.88%) SAS
2 5 (6.17%) Apache Spark
2 5 (6.17%) WordPress
3 4 (4.94%) Oracle SOA Suite
3 4 (4.94%) SharePoint
4 1 (1.23%) CMS
4 1 (1.23%) nginx
4 1 (1.23%) Umbraco
Applications
1 6 (7.41%) MS Excel
2 5 (6.17%) Adobe Illustrator
2 5 (6.17%) InDesign
2 5 (6.17%) Photoshop
3 2 (2.47%) MS Office
3 2 (2.47%) MS Visio
4 1 (1.23%) SPSS
4 1 (1.23%) Windchill
Business Applications
1 4 (4.94%) Markit EDM
2 2 (2.47%) Dynamics CRM
2 2 (2.47%) SAP MDM
3 1 (1.23%) Teamcenter
Cloud Services
1 3 (3.70%) Google Analytics
2 2 (2.47%) Office 365
3 1 (1.23%) Google Cloud Platform
Communications & Networking
1 3 (3.70%) Internet
2 1 (1.23%) LAN
2 1 (1.23%) SMS
2 1 (1.23%) WAN
Database & Business Intelligence
1 34 (41.98%) Data Warehouse
2 15 (18.52%) SQL Server
3 14 (17.28%) Big Data
3 14 (17.28%) Relational Database
4 13 (16.05%) RDBMS
5 12 (14.81%) Hadoop
6 9 (11.11%) NoSQL
7 6 (7.41%) BusinessObjects
7 6 (7.41%) SQL Server Integration Services
8 5 (6.17%) Apache Hive
8 5 (6.17%) HBase
8 5 (6.17%) Oracle Database
8 5 (6.17%) SQL Server 2014
8 5 (6.17%) SQL Server Reporting Services
8 5 (6.17%) Star Schema
9 4 (4.94%) Data Lake
9 4 (4.94%) OLAP
9 4 (4.94%) OLTP
9 4 (4.94%) SQL Server Analysis Services
10 3 (3.70%) SQL Server 2012
Development Applications
1 10 (12.35%) ERwin
2 7 (8.64%) Visual Studio
3 6 (7.41%) Selenium
3 6 (7.41%) Team Foundation Server
4 4 (4.94%) MagicDraw
5 1 (1.23%) Git (software)
5 1 (1.23%) JIRA
5 1 (1.23%) SQL Server Management Studio (SSMS)
5 1 (1.23%) Subversion
General
1 42 (51.85%) Finance
2 9 (11.11%) Banking
3 7 (8.64%) Marketing
4 5 (6.17%) Advertising
4 5 (6.17%) Telecoms
5 4 (4.94%) Back Office
5 4 (4.94%) General Ledger
6 2 (2.47%) Legal
6 2 (2.47%) Retail
7 1 (1.23%) Financial Institution
7 1 (1.23%) Manufacturing
7 1 (1.23%) Retail Banking
Job Titles
1 17 (20.99%) Architect
2 13 (16.05%) Senior Architect
3 12 (14.81%) Data Architect
3 12 (14.81%) Senior Data Architect
4 11 (13.58%) Developer
5 10 (12.35%) Analyst
6 8 (9.88%) Consultant
7 5 (6.17%) Data Manager
7 5 (6.17%) Information Architect
7 5 (6.17%) Marketing Manager
8 4 (4.94%) Applications Engineer
8 4 (4.94%) Business Intelligence Consultant
8 4 (4.94%) Business Intelligence Developer
8 4 (4.94%) Data Consultant
8 4 (4.94%) Test Engineer
9 3 (3.70%) Administrator
9 3 (3.70%) Business Analyst
9 3 (3.70%) Data Analyst
9 3 (3.70%) DBA
9 3 (3.70%) Oracle DBA
Libraries, Frameworks & Software Standards
1 9 (11.11%) .NET
2 5 (6.17%) ASP.NET
2 5 (6.17%) Kafka
2 5 (6.17%) XML
3 4 (4.94%) XML Schema
4 3 (3.70%) HTML
5 2 (2.47%) HTML5
6 1 (1.23%) AngularJS
6 1 (1.23%) ASP.NET Web Forms
6 1 (1.23%) CSS
6 1 (1.23%) Django
6 1 (1.23%) Entity Framework
6 1 (1.23%) jQuery
6 1 (1.23%) LEMP Stack
6 1 (1.23%) WCF
6 1 (1.23%) Web Services
Miscellaneous
1 25 (30.86%) Analytical Skills
2 9 (11.11%) Taxonomies
3 8 (9.88%) Reference Data
3 8 (9.88%) Social Media
4 7 (8.64%) Management Information System
5 6 (7.41%) Enterprise Software
6 5 (6.17%) Blog
7 4 (4.94%) Computer Science
7 4 (4.94%) Data Structures
8 3 (3.70%) Smartphone
8 3 (3.70%) Virtual Team
9 1 (1.23%) Derivative
9 1 (1.23%) Mobile App
9 1 (1.23%) SCADA
9 1 (1.23%) Swaptions
Operating Systems
1 5 (6.17%) Unix
2 1 (1.23%) Linux
2 1 (1.23%) Windows
2 1 (1.23%) Windows Server 2008
2 1 (1.23%) Windows Server 2012
Processes & Methodologies
1 28 (34.57%) Analytics
1 28 (34.57%) Data Modelling
2 27 (33.33%) Business Intelligence
3 26 (32.10%) Agile Software Development
4 22 (27.16%) Data Architecture
5 21 (25.93%) Data Integration
6 15 (18.52%) Master Data Management
7 12 (14.81%) Ontologies
7 12 (14.81%) Waterfall
8 11 (13.58%) ETL
8 11 (13.58%) Metadata Management
9 10 (12.35%) Information Architecture
9 10 (12.35%) Machine Learning
10 9 (11.11%) Data Governance
10 9 (11.11%) Enterprise Architecture
10 9 (11.11%) Scrum
10 9 (11.11%) Stakeholder Management
11 8 (9.88%) Data Mapping
11 8 (9.88%) Open Source
12 7 (8.64%) SOA
Programming Languages
1 18 (22.22%) SQL
2 13 (16.05%) C#
3 4 (4.94%) Java
3 4 (4.94%) T-SQL
4 3 (3.70%) JavaScript
4 3 (3.70%) Shell Script
5 2 (2.47%) PL/SQL
6 1 (1.23%) C
6 1 (1.23%) C++
6 1 (1.23%) Python
6 1 (1.23%) R
6 1 (1.23%) TypeScript
Qualifications
1 9 (11.11%) Degree
2 4 (4.94%) ISEB
3 1 (1.23%) ITIL Certification
3 1 (1.23%) Security Cleared
Quality Assurance & Compliance
1 11 (13.58%) Data Quality
2 4 (4.94%) ISO20022
3 2 (2.47%) QA
4 1 (1.23%) EMIR
4 1 (1.23%) MiFID
4 1 (1.23%) PCI DSS
4 1 (1.23%) UCITS
System Software
1 2 (2.47%) Hyper-V
2 1 (1.23%) Active Directory
Systems Management
1 4 (4.94%) HP Quality Center
2 1 (1.23%) Systems Management Server (SMS)
Vendors
1 17 (20.99%) Oracle
2 12 (14.81%) IBM
3 9 (11.11%) Teradata
4 7 (8.64%) Microsoft
4 7 (8.64%) MicroStrategy
4 7 (8.64%) Salesforce.com
4 7 (8.64%) SAP
4 7 (8.64%) Tableau
5 5 (6.17%) Adobe
5 5 (6.17%) Facebook
5 5 (6.17%) Hootsuite
5 5 (6.17%) Pardot
5 5 (6.17%) Twitter
6 4 (4.94%) Cognos
6 4 (4.94%) HP
7 3 (3.70%) Google
7 3 (3.70%) Informatica
7 3 (3.70%) Netezza
8 1 (1.23%) Charles River
8 1 (1.23%) Sun
Edinburgh
Churchill Frank
Salary: £36000 - £45000 per annum + benefits
Posted: Yesterday
Edinburgh, Midlothian
Churchill Frank
Salary: £33000 - £40000 per annum
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 10 days ago